AI agent use cases for Software & DevOps
Shipping code, reviewing PRs, running infra, and fixing things at 3am. 151 real use cases. 113 were done with 17 named agents, most often Claude Code, Devin and Replit Agent; 38 with custom-built, lesser-known or unnamed ones. Each links to its source and comes with a prompt to try.
151 use cases · 17 named agents · Updated Oct 8, 2026
All 151 Software & DevOps use cases
Test local web apps and fix errors in one session
Claude Code with Claude in Chrome writes code, opens localhost, clicks through the UI, reads console errors and fixes them without the developer touching the browser.
How it went The filter example took three iterations with no browser work from the developers. The setup is limited to a developer's own workstation: it needs a visible Chrome window, so no CI or headless runs, and it works in Chrome and Edge only.
3 accounts
Test features on screen and merge fixed PRs
Ryan Carson uses Devin's Test App feature to record and narrate feature clicks, fix bugs, and merge PRs with a !land command.
How it went Shipping velocity and dev happiness increased drastically with the cloud VMs and gpt-5.5.
2 accounts
Build a full CRM with email, video and calendar
A community member used Replit Agent over a couple of weeks to build a CRM with email integration, video sales letter recording and meeting scheduling.
How it went They call it a v0.2 with core functionality present and more features planned. Agent seemed better at one-shotting features. Commenters reported the mobile layout was poor, contact creation failed for one tester, and there was no login page.
3 accounts
Ship a backlog landing page from a ticket spec
Cursor's background agent built a pricing landing page from a short spec in about 5 minutes on a new branch and opened a PR.
How it went It took about 5 minutes. He reviewed the PR, tested it locally, and merged it to production. BugBot found no bugs on the PR. He says he only tries small, easy features so far.
3 accounts
Investigate broken builds and merge fixes
OpenAI's internal OpenClaw agent Androidclaw uses Git, GitHub and logs to investigate broken builds, trace problems to incidents, and sometimes prepare and merge fixes.
How it went Marsan said it has been well-adopted internally and called tracing issues and publishing fixes "Kinda game changing." The article gives no metrics, and it says only "in some cases" for the fixes.
2 accounts
Agents used
Five new use cases in your inbox every morning
The best things people got an AI agent to do, each with the prompt to try it.
- Custom agent
Run a self-hosted, sandboxed software factory
One developer's build log of an almost fully self-hosted, sandboxed agentic pipeline for producing software.
3 accounts
Hand off coding sessions between agent accounts at usage limits
A developer built an app that tracks usage across multiple Codex and Claude Code accounts and auto-hands-off conversations when one hits its limit.
Review GitHub pull requests for bugs and security
A Hermes tutorial reads a PR diff and returns a structured review of bugs, security and code quality, then turns it into a skill that watches repos and sends summaries.
2 accounts
- ClaudeJules
Pair-program with LLMs on personal projects
The author uses Claude web and Jules (Gemini with GitHub integration) as pair-programming partners, navigating while coding locally and submitting back.
Fix a broken Delete button in a GitHub repo
The author had Jules clone a repo and fix a Delete button so it disables deletion of content older than two hours, with tests added unprompted; the author reviewed and published the branch.
3 accounts
Triage P2 bugs into draft PRs with demo videos
A Dot connected to GitHub and Slack watches #bugs, scopes and tests a fix in a cloud environment, and opens a draft PR with a short demo video.
2 accounts
Lint, fix, commit and push code from the terminal
Scout runs a linter, fixes a syntax error, re-runs it, reviews staged changes, writes a commit message and pushes to a new branch, shown as a walkthrough.
Review GitHub pull requests automatically
An n8n AI agent triggers on each new PR, fetches diffs, calls an LLM for a review, and posts comments and labels back on the PR.
3 accounts
Automate web configuration from coding sessions
Commenters use Claude in Chrome to carry out web configuration requests that arise from coding sessions and other browser operations.
2 accounts
- ChatGPT
Spec features with AI and hand off to coding agent
Author discusses a spec with an AI agent or ChatGPT, then hands it to an agent to code, and tests the outcome instead of reading every line.
Build an iCloud skill with a Muse agent
A screen-reader user asked their Muse agent to build an iCloud skill and it produced something, but accessibility problems with the text field and conversation navigation got in the way.
- JunieChatGPT
Vibe-code a pull request dashboard across Azure DevOps repos
Author used ChatGPT for architecture and the Junie agent in WebStorm to build a dashboard aggregating PRs across four repos, flagging approvals, conflicts and comments, in about 3 hours.
2 accounts
Deliver a software feature autonomously (partial)
Claude computer use produced 70 files for a planned feature but the code didn't work, so the author went back to manual work.
Fix a broken API website
A user says Claude Cowork fixed their API website after another agent kept breaking it, explaining the problem and working through changes with them.
Test API endpoints in Postman and report results
@ai_for_success used Comet to generate test payloads from context, run API endpoint tests in Postman and produce a final report.
- DrawgentExcalidraw
Run a coding agent on a live Excalidraw canvas
Drawgent is a coding agent that works on a live Excalidraw canvas.
- LangGraph
Optimize CUDA kernels with agents that benchmark and profile
AI agents run a C++ CUDA test harness, get benchmarks, and profile with Nsight to optimize kernels, built with LangGraph.
- ForensicDbg
Debug Windows crash dumps with an AI agent via MCP
ForensicDbg is a post-mortem debugger for native Windows x64/x86 crashes with an MCP server so AI agents can debug from interpreted, interlinked crash data.
- Ordewell
Turn one goal into an ordered plan of coding-agent tasks
Ordewell takes a single goal and breaks it into an ordered plan of tasks for coding agents.
- Cloudflare
Create accounts, buy domains, and deploy without a human
Cloudflare's announcement that agents can now create Cloudflare accounts, buy domains, and deploy.
- Gemini CLI
Orchestrate a multi-phase RAG migration
A walkthrough of using Gemini CLI to coordinate a complex, multi-phase cloud migration project.
Write and debug code across eight test tasks
A reviewer had Manus build a currency converter, fix a find_max bug and make a landing page, with mostly strong results.
Click through macOS app builds to catch visual bugs
A developer used Claude Code computer use to compile, launch, and click through macOS app screens to find layout bugs.
2 accounts
- Custom agent
Audit a codebase for redundant dependencies and polyfills
An MCP server lets an agent check a codebase for redundant dependencies and polyfills, usable remotely or as a local stdio server.
2 accounts
Build a name-and-face quiz site from a spreadsheet
Scott Wu had Devin build and deploy a mobile-friendly React quiz from a TSV of speaker names and photos, plus a QR-code site to share it.
2 accounts
Build a booking and payment app for tattoo artists
A former programmer used Replit Agent over a weekend to build a booking app with calendar, Google OAuth, Stripe deposits and notifications, though time zones and UI needed back-and-forth.
2 accounts
Build a homepage from Figma designs via MCP
The author connected Figma to Cursor over MCP to build a new homepage for a font archive, with great results after Lovable disappointed.
2 accounts
Route Linear tickets to PRs across multiple repos
A developer sends tasks via Telegram/OpenClaw into Linear, where Cyrus routes each to the right repo and model and opens PRs for review.
Resolve a Slack-reported issue with a coding agent
A Codex agent resolved an issue passed to it in about 40 minutes, and an ops agent verified the fix back in Slack.
Run agents that work Jira tickets, review PRs and send updates
Luke runs several Hermes agents that read Jira tickets, write code, review PRs, track costs, summarize docs and send updates.
- ClaudeChatGPT
Build a bare-bones Windows VNC client from an email brief
The author emailed Claude a spec for a minimal VNC viewer targeting Windows 10 over a local SSH tunnel, to be built on a Mac and delivered with a checksum.
Diagnose and roll back bad config during outages
Google SREs use Gemini CLI to pull logs, find a bad config push, generate a reverting changelist, and file postmortem action items via MCP.
Fix and resubmit a rejected app remotely
MaakCode had a dot investigate a rejected app submission, fix the issue, test, open a PR and resubmit.
Resolve git merge conflicts and push a fix
A tutorial shows Scout comparing both sides of merge conflicts, proposing a merged file for review, then committing and pushing to a branch.
Diagnose Kubernetes alerts with MCP servers
An n8n agent triggered by Alertmanager queries Kubernetes, Grafana and other MCP servers and posts a diagnostic report with root-cause hypotheses in a Mattermost thread.
3 accounts
Debug frontend UI bugs with a browser agent
A frontend developer pairs Claude in Chrome with Claude Code to open the app, click through it, read the DOM, check console errors and network requests, and fix UI bugs.
- ChatGPT
Diagnose Swift errors with ChatGPT from symptoms and code
A Swift developer feeds error symptoms and code to ChatGPT to get a starting lead on the cause, then reviews the code it produces.
Audit hundreds of pull requests with a terminal coding agent
In an independent test, Muse Code audited 222 pull requests in under five minutes for about ten cents, but also built a plan on a Google project that doesn't exist.
Autonomously test an entire iOS app and report bugs
A tool lets Claude Code drive an iOS app through the accessibility tree, tap every screen, and return a structured bug summary.
2 accounts
- Custom agent
Crawl documentation into clean Markdown for AI agents
The author built a documentation crawler for their AI agents that pulled 60 pages of clean Markdown in 49 seconds.
Turn Slack feedback into PRs and debug infra
Sid Nanda's company uses Devin in Slack to triage feedback, turn user issues into PRs, debug async flows and infra read-only, and let non-technical staff coauthor PRs.
Build a budgeting app from a single prompt
A low-coder used Replit Agent to build a 'Budget Buddy' with category budgets, a spending dashboard and expense log in about 20 minutes, using half their monthly credits.
2 accounts
Monitor tasks and open pull requests with long-running agents
A commenter runs a persistent script that watches tasks and uses Cursor to open pull requests, building a documentation summarizer and a data pipeline.
Run OpenClaw agents for Terraform infra and GitOps from Telegram
Several OpenClaw agents with separate identities set up Terraform infrastructure, did coding work, code reviews, merges and built a CD and GitOps system.
Build and publish a BaZi chart reading agent
Built solo with coding agents, an agent computes BaZi charts, interprets them, detects language and takes on-chain payments for readings.
Configure a local AI lab and build a knowledge graph by chat
Users had Hermes Agent set up a local AI stack (liteLLM, Postgres, Prometheus, Grafana) and install Gbrain as an MCP server to build a personal knowledge graph.
- ClaudeAgno
Let an agent extend its own code inside a Docker sandbox
An agent built on Claude and Agno implements capabilities in its own source code in Docker, with changes validated, committed, or rolled back; it reached 21+ capabilities.
Reverse engineer legacy systems without source code
Thoughtworks consultants used Gemini 2.5 Pro in a two-week pilot to produce validated blueprints of legacy systems' functionality.
Turn customer feedback into tested pull requests
In OpenAI's own launch example, a Dot watches feedback for recurring requests, scopes small fixes, builds and tests them, and returns PRs with demo videos.
Run builds, tests and PR creation with shell commands
A guide shows Scout running build, test, lint and gh commands, listing or creating PRs, and handing diff reviews and test runs to background sub-agents.
Migrate a password reset flow to modern libraries
A developer had Claude Code migrate a legacy web app's password reset flow; it needed close supervision, drifted off task, and ended up slower than doing it by hand.
- Custom agent
Audit a feature's issues and hand them to an engineer's agent
An AI agent listed all issues with a feature and sent them to an engineer, whose own agent then addressed most of them automatically.
Build a WordPress marketing site from Figma overnight
bnistordev connected Devin to a Figma file via MCP and had it build an entire WordPress marketing site overnight.
Build and submit a family quest app to the App Store
A user built Kogoto Quest, which turns family reminders into quests, with Replit Agent and submitted it for App Store review.
Keep coding agents running autonomously for long stretches
Cursor's write-up on scaling long-running autonomous coding.
Run production deploys and port scans from Telegram with OpenClaw
A security professional uses an OpenClaw agent with read-only prod access, PR-only changes and manual approval for restarts to deploy changes and scan a VPS for exposed ports.
Build custom real estate tools for offers and deal tracking
A rental owner used Codex to build tools for formulating offer prices, building property analysis reports with field photos, and tracking transactions under contract.
Refactor a million-line repo with 1,393 subagents
A Nous Research developer had Hermes dispatch 1,393 subagents over about 19 hours to clean up its own repo, cutting non-test Python source by 34.4% in a merged PR.
- Claude
Build a C compiler with a team of parallel agents
Anthropic's engineering write-up on tasking Opus 4.6 agent teams with building a C compiler.
Restyle a pull request to match repo house style
A developer asked Claude to update a PR to the repo's house style, but it only rewrote comments to be lowercase and less useful, making no code changes.
- Custom agent
Let terminal agents make phone calls
A CLI tool built on Twilio gives terminal agents a voice to make calls, with a dashboard for questions they can't answer.
Split a React Native to Swift migration across agents
Cognition's Jared Zoneraich uses Devin fan-out so child agents work in parallel on a migration split into six pieces.
Build a Pokemon-style dog collecting app
A user had Replit Agent build a catch-em-all dog app whose rarity comes from scraped American Kennel Club regional population data.
Troubleshoot a production-only performance issue
A developer used Cursor and Warp agents to analyze NestJS database queries and recommend indexes for a production performance problem.
Vibe-code and deploy an idle clicker game
Gilbert Pellegrom had his OpenClaw agent build a simple idle game from a conversation, commit it to GitHub and auto-deploy it to Vercel.
Debug overnight with a long-running agent
The author leaves Codex CLI running for hours to add debug prints and test hypotheses against a reproducing unit test, often only to find the bug.
Flag documentation drift from merged PRs weekly
A weekly Hermes cron job checks merged PRs for changes to tool schemas, CLI commands, config options or env variables to flag docs needing updates.
Write Playwright tests with Playwright MCP and Claude Code
A walkthrough of using Playwright MCP with Claude Code to generate Playwright tests in minutes.
- Custom agent
Add agentic forgetting to an agent's memory
Someone implemented a rudimentary version of Tim Kellogg's agentic forgetting approach and reports it works impressively even in its simplest form.
Ship more pull requests with Devin across tools
Ryan Carson uses Devin from iPhone, Slack, browser, GitHub and Linear for real work and reports higher PR shipping velocity.
Build a first real project with Replit Agent
A student completed a real build with Replit Agent, spending about $65 in agent usage and finding the cost unexpected.
Build a mental models framework with a multi-agent dev team
A solo founder used Claude, ChatGPT, Windsurf and Cursor as role-based team members to design, test and deploy a 120-model mental-models framework and MCP server.
Triage failed GitHub Actions runs and self-heal flaky tests
A QA engineer's OpenClaw agent reads failed CI logs, classifies failures, posts analysis to GitHub and Slack and opens issues; flakiness fell from 8% to 0.8%, though it once wrongly altered an assertion.
Diagnose a killed process on a server
Codex CLI over SSH found the OOM killer in kernel logs on a 2 GB droplet with no swap and listed fixes by risk without changing anything.
Replace token-heavy Jira and GitLab MCPs with CLI skills
The author had Claude run --help on Atlassian and GitLab CLIs, saved the actions as Markdown, and built lightweight agent plugins that cut token use.
- Custom agent
Catch cloud outage risks before they happen
An autonomous ReAct agent that queries real data to stop cloud outages before they occur, built for the Sanity Challenge.
Test Devin on pulling Notion data into Sheets
Answer.AI testers found Devin completed only 3 of 20 tasks, succeeding at moving Notion data to Google Sheets and building a planet tracker.
Build a book donation app and demo video in a buildathon
A user used Replit Agent to build the GiveABook app and its demo video within a 24-hour buildathon.
Prototype product features as a non-coding PM
A founder used Cursor agents to find prototype gaps, draw ASCII wireframes, and plan and implement a feature with parallel agents in worktrees.
Run sandboxed Claude Code fleet sharing files via MCP
A developer runs a fleet of sandboxed Claude Code instances that share files through MCP tools on a virtual filesystem, with an orchestrator handling AWS storage and audit logs.
- Custom agent
Speed up Rust code by having agents iteratively optimize it
The post covers asking coding agents to make Rust code faster through repeated iteration.
Test Devin on integrations, migration and security review
Answer.AI tried Devin on an observability integration, an nbdev migration and a vulnerability review; it found some real issues, hallucinated others, and failed the migration.
Rebuild a platform and add RAG features in one day
A user had Replit Agent rebuild a full-stack platform, add 7 features to a live RAG app, and make a demo video in about 12 hours.
Migrate 180 microservices to a new framework version
Brex built Cursor-based self-correcting agents that let one engineer migrate 180 microservices to a newer Micronaut version in about a month.
Take ideas to implementation with a planning-command pipeline
A solo SaaS founder uses a custom five-command agent flow (intent, impact analysis, planning, execution, review) with lint guardrails to ship features in a production product.
- Custom agent
Port the Copilot runtime to Rust agentically
Microsoft reportedly used agents to port its Copilot runtime to Rust for $120K, according to the headline.
Migrate an Electron app from Vue 2 to Vue 3
Kearney gave Devin repo access to migrate a production Electron app to Vue 3 and update npm packages, committing after every five components.
Build and deploy a meeting app from a prompt
A user had Replit Agent create a meeting app with dashboard, logic and analytics, and deploy it live without manual code changes.
Upgrade site dependencies and frameworks with Cursor
Kent C. Dodds had Cursor's agent look up migration docs, plan and upgrade Remix v2 to React Router v7 and xstate in his site.
Catch intent conflicts between parallel coding agents
Agents publish planned changes before editing so conflicting architecture changes across parallel worktrees get flagged before code is written.
- Custom agent
Test how well coding agents can onboard to your product
ax-check.com runs coding agents in sandboxes to try onboarding to a product, then returns a scorecard, suggested fixes, and full session traces.
Build a Pong game and website from scratch
A tester asked Devin to create a basic Pong-style game and a website, and it finished both in under 20 minutes.
Build an AI to-do list web app in 9 hours with Replit Agent
The poster used Replit Agent V2 to build a fully functional AI to-do list web app in about nine hours.
Run Terraform plan and apply through an MCP agent
The author had Cursor run Terraform against Postgres via MCP; the apply hit a permissions error and he finished from the terminal.
Get Microsoft Office running on Linux via Wine
Claude Code did most of the work to make desktop Office 365 run under Wine on Linux without virtualization, packaged as a Nix flake.
- Custom agent
Give coding agents compiler-accurate Find Usages for C#
Graphify C# lets coding agents find symbol usages in C# codebases with compiler-level accuracy.
Build and deploy a Game of Life simulation site
In a vendor launch demo, Devin built an interactive Game of Life website, added requested features step by step, and deployed it to Netlify.
Ship a first iOS app to the App Store with Replit
The poster built their first app on Replit with ChatGPT help and got it approved on the App Store.
Debug prod pods and docker-compose with Cursor
A DevOps engineer uses Cursor with a Kubernetes MCP to pull prod logs and suggest fixes, and to repair a broken docker-compose file.
Run multi-stage PR reviews with parallel sub-agents
A Claude Code plugin that reviews pull requests in stages with sub-agents and validation passes, with optional ensemble review via Codex.
- Custom agent
Run an AI software factory that opens, reviews, and merges PRs
A guide to building agents that open, review, and merge pull requests.
Hand narrow code changes to Devin for pull requests
A team used Devin for a month on small fixes like chart formatting and API edge cases, with tests and PRs; a complex full-stack task went poorly.
Build a clinic app with booking and trackers
A doctor with no coding experience used Replit to build a clinic app in 5 days with booking integration, prescription requests, health trackers and an AI symptom checker.
Scaffold a new service end to end with agents
Cursor agents create Terraform, k8s manifests and CI, validate them and open a draft PR; one cleanup run wrongly deleted Terraform files.
Find and fix flaky tests in a broken CI pipeline overnight
Claude monitors CI pass rates, identifies worst flaky tests, reproduces them and proposes fixes overnight; pipeline got 20 minutes faster and pass rate rose 35%, with some bad fixes discarded.
- Custom agent
Give coding agents git-native persistent memory
A tool that stores persistent memory for AI coding agents in git so context carries across sessions.
Add a third-party API integration via Devin PR
Devin opened a PR with the endpoint and backend wiring that was merged, but missed API key logic, code style and abstraction, needing review fixes.
Build a searchable map of funded companies
A software engineer had Replit Agent build a searchable map of Wefunder brick-and-mortar companies in about 3 hours for about $22.
Port Claude Code hooks to pi extensions
After leaving Claude, the author pointed an agent at their Claude hooks folder and had it rebuild them as a pi extension, which it did quickly.
- Custom agent
Build old and new apps with coding agents
Terence Tao describes using modern coding agents to create or revive apps, based on the post title.
Build and test a simple endpoint project with Devin
A reviewer had Devin set up a project, write code, install dependencies, test endpoints and add error handling in about 4 minutes on a simple task.
Build a full web app with database, storage and landing page
The author used Replit Agent to build a Postgres-backed web app with image storage, analytics and a landing page; an S3 switch failed and was reverted.
Edit site design visually and have an agent write the code
CSS Studio lets designers tweak a site visually in the browser and streams the changes via MCP to an existing coding agent that implements them in the codebase.
- Custom agent
One-shot a CLI coding agent on top of a Python LLM library
Simon Willison had the Fable model more or less one-shot a CLI coding agent built on his LLM Python library.
Turn Slack and Linear tasks into PRs and fix CI
Cognition staff assign Devin work in Slack or Linear; it posts PRs, fixes bugs flagged by review bots and works CI and lint failures until checks pass.
Build and deploy a Hacker News scraper app
Replit Agent generated a scraper, database models, API endpoints and front end that stores and shows Hacker News items, then deployed it.
Recompile a 1991 assembly PC game with Claude Code
The author uses Claude Code CLI with Sonnet to get the source of their 1991 386+ assembly game compiling again.
- Custom agent
Build a working coding agent in R from three tools
Author builds a functional coding agent in R starting from three tools, then adds tools to make it safer and more efficient.
Build apps, debug repos and set up CI/CD with Devin
A review lists Devin building a full-stack to-do app, debugging a public repo with a PR, and doing Docker setup, deployment and CI/CD.
Build and ship a micro-SaaS in three hours
A developer used paid Replit to build and deploy a micro-SaaS to production in about 3 hours, with database, domain, hosting and monitoring handled.
Turn tickets into merged pull requests
Pulls tasks from GitHub Issues or Linear, then runs Claude Code or Codex in isolated Kubernetes pods to carry each one through to a PR.
- Custom agent
Work on mainframes and COBOL
Hopper is an agentic development environment for the mainframe systems behind banking, payments, insurance, and airlines.
Write, review and document code across a product's PRs
Founders report Devin touching all PRs at ChatPRD and being Gumroad's top contributor with over 1,500 merged PRs.
Build a Chrome extension for presenting webinars
A Replit forum user built a Chrome extension so they could keep notes in view while presenting webinars, and published it to the Chrome Web Store.
Debug code hands-free by voice with Claude Code
Author built a local speech-to-text and text-to-speech stack hooked to Claude Code via MCP, and used it to debug a WhatsApp integration hands-free while brushing teeth.
- Custom agent
Review Linux kernel patches
Google engineers launched Sashiko, an agentic AI code reviewer for the Linux kernel.
Generate internal dashboards and data migration scripts
A backend engineer says their team uses Devin for internal dashboards and migration scripts, treating output as a starting point that saves about four hours of boilerplate.
Code from your phone
A write-up on a setup for using Claude Code on the go.
- Custom agent
Build a phone voice agent that answers in under half a second
A from-scratch voice agent averaging about 400ms end to end, with streaming speech-to-text, LLM, and text-to-speech and clean barge-ins.
Set up weekly changelogs and fix docs from GitHub issues
Neon's docs team has Devin create the weekly changelog from a playbook and open or revise doc PRs from GitHub issues, for repetitive work only.
Create and read issues from Claude Code via a Tangled MCP server
The author started building an MCP server so Claude Code can create and read issues on Tangled.
- Custom agent
Run parallel coding agents from Markdown specs in tmux
A workflow post on running multiple coding agents in parallel using tmux and Markdown specs, based on the title.
Rewrite a README after a rearchitecture
Devin scanned a rearchitected codebase and delivered a new README as a PR with accurate setup and API details, but struggled with design rationale and purpose.
Write better CSS with an MDN-aware helper
An MCP server that consults MDN docs, reports browser compatibility, and analyzes your CSS for the agent.
- Custom agent
Turn tickets into merged pull requests with one-shot coding agents
Stripe describes its internal Minions coding agents that take tasks end to end into code changes; the post is a headline only.
Build and deploy an app over a weekend
The author had Devin build and deploy an app, finding it quick on PR feedback but weak on legacy monorepos and costly on broad requests.
Manage Canvas courses in plain English
The author built a Canvas LMS tool with Claude Code that lets educators list courses, find missing submissions, monitor forums, schedule announcements and export the gradebook.
- Custom agent
Build SQLite with a swarm of parallel coding agents
The author recounts using parallel coding agents to build a SQLite implementation and shares experience from it.
Click through apps to verify its own work
With computer use, Devin built and played a desktop game, ordered on Amazon, and tested its own work by clicking through the app.
Migrate a SaaS from AWS to DigitalOcean
A developer used Claude Code as a pair programmer for provisioning, database seeding, SSL, DNS cutover and production debugging, finishing in about four hours with zero downtime by his account.
- Custom agent
Self-host services on a home server
A write-up on how CLI agents make running your own home server easier and more fun.
Migrate a legacy product stack with Claude Code
An engineer ran a proof-of-concept that consolidated 4 repos into 2, moved MySQL to PostgreSQL, upgraded frameworks and replaced the auth model, in about 15 work days.
- Custom agent
Let a custom agent change its own repository
Author's custom-built agent made its first code change to its own repository.
Migrate toolchain, architecture and site design with Claude Code
A developer had Claude Code switch a monorepo to oxlint/oxfmt, restructure the architecture and redesign a site, validating in a loop; the redesign took days instead of weeks.
- Custom agent
Triage issues and open fix PRs with a GitHub bot
A cookbook shows a GitHub bot that triages issues, reviews PRs, answers questions with citations, flags AI-slop contributions, and opens patch PRs for human review.
Delegate web research from Claude Code to Comet
An MCP server lets Claude Code hand web navigation, login-walled pages and research to Comet while it keeps coding, then returns results.